From Zero to Cybersecurity Analyst

Mitigating Bias in Set Selection with Noisy Protected Attributes

Mitigating Bias in Set Selection with Noisy Protected Attributes

ACM FAccT Conference via YouTube Direct link

Introduction

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Introduction

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Classroom Contents

Mitigating Bias in Set Selection with Noisy Protected Attributes

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  1. 1 Introduction
  2. 2 Subset Selection
  3. 3 Fair Subset Selection
  4. 4 Missing Protected Attributes
  5. 5 Noise Model
  6. 6 Denoise Problem
  7. 7 Simulation
  8. 8 Fairness Metric
  9. 9 Conclusion

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